{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import lightgbm as lgb\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.metrics import roc_auc_score\n",
    "from sklearn.model_selection import StratifiedKFold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!ls -l data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!ls -l fea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_path = '../../contest/train'\n",
    "stage_path = '../../contest/A榜'\n",
    "stage = 'A'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train = pd.read_csv(os.path.join(train_path,'DZ_TARGET_TRAIN.csv'))\n",
    "df_test = pd.read_csv(os.path.join(stage_path,f'DZ_TARGET_TESTA.csv'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = df_test.rename({'cust_no':'CUST_NO'},axis=1)\n",
    "df_test = df_test.drop('data_dat',axis=1)\n",
    "df_train = df_train.drop('DATA_DAT',axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#best\n",
    "for file in ['train_cust.csv','train_asset.csv','train_tr_atm.csv','train_tr_cash.csv','train_tr_fncg.csv','train_tr_ibtf.csv','train_tr_term.csv','train_tr_tpay.csv','train_tr_behavior.csv','train_tr_aps.csv']:\n",
    "    df_tmp = pd.read_csv(os.path.join('fea',file))\n",
    "    df_train = df_train.merge(df_tmp,on='CUST_NO',how='left')\n",
    "    \n",
    "for file in ['test_cust.csv','test_asset.csv','test_tr_atm.csv','test_tr_cash.csv','test_tr_fncg.csv','test_tr_ibtf.csv','test_tr_term.csv','test_tr_tpay.csv','test_tr_behavior.csv','test_tr_aps.csv']:\n",
    "    df_tmp = pd.read_csv(os.path.join('fea',file))\n",
    "    df_test = df_test.merge(df_tmp,on='CUST_NO',how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train.to_csv('train.csv',index=False)\n",
    "df_test.to_csv('test.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((50162, 365), (5232, 364))"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.shape, df_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = {'num_leaves': 2**7-1,\n",
    "              'min_data_in_leaf': 25, \n",
    "              'objective':'binary',\n",
    "              'max_depth': -1,\n",
    "              'learning_rate': 0.03,\n",
    "              'boosting': 'gbdt',\n",
    "              'feature_fraction': 0.8,\n",
    "              'bagging_fraction': 0.8,\n",
    "              'bagging_seed': 11,\n",
    "              'metric': 'auc',\n",
    "              'seed':1024,\n",
    "              'lambda_l1': 0.2,\n",
    "              'nthread':10,\n",
    "              'verbose':-1,\n",
    "              #'device':'gpu'\n",
    "              #'is_unbalance':True\n",
    "         }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['CUST_NO', 'Flag', 'NTRL_CUST_SEX_CD', 'NTRL_CUST_AGE', 'NTRL_RANK_CD',\n",
       "       'AST_DAY_FA_BAL', 'AST_MAVER_FA_BAL', 'AST_SAVER_FA_BAL',\n",
       "       'AST_YAVER_FA_BAL', 'AST_DAY_AUM_BAL',\n",
       "       ...\n",
       "       'aps_CUST_NO_apsdtramt_30_max', 'aps_CUST_NO_apsdtramt_30_mean',\n",
       "       'aps_CUST_NO_apsdtramt_30_std', 'aps_CUST_NO_apsdtramt_30_count',\n",
       "       'aps_CUST_NO_apsdtramt_60_sum', 'aps_CUST_NO_apsdtramt_60_min',\n",
       "       'aps_CUST_NO_apsdtramt_60_max', 'aps_CUST_NO_apsdtramt_60_mean',\n",
       "       'aps_CUST_NO_apsdtramt_60_std', 'aps_CUST_NO_apsdtramt_60_count'],\n",
       "      dtype='object', length=365)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = [x for x in df_train.columns if x not in ['CUST_NO','Flag']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = df_train[features]\n",
    "X_test = df_test[features]\n",
    "y = df_train['Flag']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train shape (50162, 363)\n",
      "drop_cols: ['AST_MAVER_FA_BAL', 'AST_SAVER_FA_BAL', 'AST_DAY_AUM_BAL', 'AST_MAVER_AUM_BAL', 'AST_SAVER_AUM_BAL', 'AST_YAVER_AUM_BAL', 'AST_FA_BAL_MAX', 'AST_AUM_BAL_MAX', 'AST_DP_BAL', 'AST_MAVER_DP_BAL', 'AST_SAVER_DP_BAL', 'AST_YAVER_DP_BAL', 'AST_DPSA_BAL', 'AST_MAVER_DPSA_BAL', 'AST_SAVER_DPSA_BAL', 'AST_YAVER_DPSA_BAL', 'AST_DCARD_SA_BAL', 'AST_DP_BAL_MAX', 'AST_DAY_FA_BAL_AST_YAVER_FA_BAL_ratio', 'AST_DAY_FA_BAL_AST_AUM_BAL_MAX_ratio', 'AST_DAY_FA_BAL_AST_YAVER_DP_BAL_ratio', 'AST_DAY_FA_BAL_AST_MAVER_DPSA_BAL_ratio', 'AST_DAY_FA_BAL_AST_SAVER_DPSA_BAL_ratio', 'AST_DAY_FA_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_DAY_FA_BAL_AST_DP_BAL_MAX_ratio', 'AST_MAVER_FA_BAL_AST_SAVER_FA_BAL_ratio', 'AST_MAVER_FA_BAL_AST_YAVER_FA_BAL_ratio', 'AST_MAVER_FA_BAL_AST_MAVER_AUM_BAL_ratio', 'AST_MAVER_FA_BAL_AST_SAVER_AUM_BAL_ratio', 'AST_MAVER_FA_BAL_AST_YAVER_AUM_BAL_ratio', 'AST_MAVER_FA_BAL_AST_AUM_BAL_MAX_ratio', 'AST_MAVER_FA_BAL_AST_MAVER_DP_BAL_ratio', 'AST_MAVER_FA_BAL_AST_SAVER_DP_BAL_ratio', 'AST_MAVER_FA_BAL_AST_YAVER_DP_BAL_ratio', 'AST_MAVER_FA_BAL_AST_DPSA_BAL_ratio', 'AST_MAVER_FA_BAL_AST_MAVER_DPSA_BAL_ratio', 'AST_MAVER_FA_BAL_AST_SAVER_DPSA_BAL_ratio', 'AST_MAVER_FA_BAL_AST_YAVER_DPSA_BAL_ratio', 'AST_MAVER_FA_BAL_AST_DCARD_SA_BAL_ratio', 'AST_MAVER_FA_BAL_AST_TD_BAL_ratio', 'AST_MAVER_FA_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_MAVER_FA_BAL_AST_DP_BAL_MAX_ratio', 'AST_SAVER_FA_BAL_AST_DAY_AUM_BAL_ratio', 'AST_SAVER_FA_BAL_AST_MAVER_AUM_BAL_ratio', 'AST_SAVER_FA_BAL_AST_SAVER_AUM_BAL_ratio', 'AST_SAVER_FA_BAL_AST_AUM_BAL_MAX_ratio', 'AST_SAVER_FA_BAL_AST_DP_BAL_ratio', 'AST_SAVER_FA_BAL_AST_MAVER_DP_BAL_ratio', 'AST_SAVER_FA_BAL_AST_SAVER_DP_BAL_ratio', 'AST_SAVER_FA_BAL_AST_YAVER_DP_BAL_ratio', 'AST_SAVER_FA_BAL_AST_DPSA_BAL_ratio', 'AST_SAVER_FA_BAL_AST_MAVER_DPSA_BAL_ratio', 'AST_SAVER_FA_BAL_AST_SAVER_DPSA_BAL_ratio', 'AST_SAVER_FA_BAL_AST_YAVER_DPSA_BAL_ratio', 'AST_SAVER_FA_BAL_AST_DCARD_SA_BAL_ratio', 'AST_SAVER_FA_BAL_AST_TD_BAL_ratio', 'AST_SAVER_FA_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_SAVER_FA_BAL_AST_DP_BAL_MAX_ratio', 'AST_YAVER_FA_BAL_AST_MAVER_AUM_BAL_ratio', 'AST_YAVER_FA_BAL_AST_SAVER_AUM_BAL_ratio', 'AST_YAVER_FA_BAL_AST_YAVER_AUM_BAL_ratio', 'AST_YAVER_FA_BAL_AST_AUM_BAL_MAX_ratio', 'AST_YAVER_FA_BAL_AST_MAVER_DP_BAL_ratio', 'AST_YAVER_FA_BAL_AST_SAVER_DP_BAL_ratio', 'AST_YAVER_FA_BAL_AST_YAVER_DP_BAL_ratio', 'AST_YAVER_FA_BAL_AST_DPSA_BAL_ratio', 'AST_YAVER_FA_BAL_AST_MAVER_DPSA_BAL_ratio', 'AST_YAVER_FA_BAL_AST_SAVER_DPSA_BAL_ratio', 'AST_YAVER_FA_BAL_AST_YAVER_DPSA_BAL_ratio', 'AST_YAVER_FA_BAL_AST_DCARD_SA_BAL_ratio', 'AST_YAVER_FA_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_YAVER_FA_BAL_AST_DP_BAL_MAX_ratio', 'AST_DAY_AUM_BAL_AST_DAY_AUM_BAL_diff', 'AST_DAY_AUM_BAL_AST_MAVER_AUM_BAL_ratio', 'AST_DAY_AUM_BAL_AST_SAVER_AUM_BAL_ratio', 'AST_DAY_AUM_BAL_AST_YAVER_AUM_BAL_ratio', 'AST_DAY_AUM_BAL_AST_FA_BAL_MAX_ratio', 'AST_DAY_AUM_BAL_AST_AUM_BAL_MAX_ratio', 'AST_DAY_AUM_BAL_AST_YAVER_DP_BAL_ratio', 'AST_DAY_AUM_BAL_AST_DPSA_BAL_ratio', 'AST_DAY_AUM_BAL_AST_MAVER_DPSA_BAL_ratio', 'AST_DAY_AUM_BAL_AST_SAVER_DPSA_BAL_ratio', 'AST_DAY_AUM_BAL_AST_YAVER_DPSA_BAL_ratio', 'AST_DAY_AUM_BAL_AST_DCARD_SA_BAL_ratio', 'AST_DAY_AUM_BAL_AST_TD_BAL_ratio', 'AST_DAY_AUM_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_DAY_AUM_BAL_AST_DP_BAL_MAX_ratio', 'AST_MAVER_AUM_BAL_AST_SAVER_AUM_BAL_ratio', 'AST_MAVER_AUM_BAL_AST_YAVER_AUM_BAL_ratio', 'AST_MAVER_AUM_BAL_AST_AUM_BAL_MAX_ratio', 'AST_MAVER_AUM_BAL_AST_MAVER_DP_BAL_ratio', 'AST_MAVER_AUM_BAL_AST_SAVER_DP_BAL_ratio', 'AST_MAVER_AUM_BAL_AST_YAVER_DP_BAL_ratio', 'AST_MAVER_AUM_BAL_AST_DPSA_BAL_ratio', 'AST_MAVER_AUM_BAL_AST_MAVER_DPSA_BAL_ratio', 'AST_MAVER_AUM_BAL_AST_SAVER_DPSA_BAL_ratio', 'AST_MAVER_AUM_BAL_AST_YAVER_DPSA_BAL_ratio', 'AST_MAVER_AUM_BAL_AST_DCARD_SA_BAL_ratio', 'AST_MAVER_AUM_BAL_AST_TD_BAL_ratio', 'AST_MAVER_AUM_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_MAVER_AUM_BAL_AST_DP_BAL_MAX_ratio', 'AST_SAVER_AUM_BAL_AST_SAVER_AUM_BAL_diff', 'AST_SAVER_AUM_BAL_AST_YAVER_AUM_BAL_ratio', 'AST_SAVER_AUM_BAL_AST_FA_BAL_MAX_ratio', 'AST_SAVER_AUM_BAL_AST_DP_BAL_ratio', 'AST_SAVER_AUM_BAL_AST_MAVER_DP_BAL_ratio', 'AST_SAVER_AUM_BAL_AST_SAVER_DP_BAL_ratio', 'AST_SAVER_AUM_BAL_AST_DPSA_BAL_ratio', 'AST_SAVER_AUM_BAL_AST_MAVER_DPSA_BAL_ratio', 'AST_SAVER_AUM_BAL_AST_SAVER_DPSA_BAL_ratio', 'AST_SAVER_AUM_BAL_AST_YAVER_DPSA_BAL_ratio', 'AST_SAVER_AUM_BAL_AST_DCARD_SA_BAL_ratio', 'AST_SAVER_AUM_BAL_AST_TD_BAL_ratio', 'AST_SAVER_AUM_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_SAVER_AUM_BAL_AST_DP_BAL_MAX_ratio', 'AST_YAVER_AUM_BAL_AST_YAVER_AUM_BAL_diff', 'AST_YAVER_AUM_BAL_AST_FA_BAL_MAX_ratio', 'AST_YAVER_AUM_BAL_AST_MAVER_DP_BAL_ratio', 'AST_YAVER_AUM_BAL_AST_SAVER_DP_BAL_ratio', 'AST_YAVER_AUM_BAL_AST_YAVER_DP_BAL_ratio', 'AST_YAVER_AUM_BAL_AST_DPSA_BAL_ratio', 'AST_YAVER_AUM_BAL_AST_MAVER_DPSA_BAL_ratio', 'AST_YAVER_AUM_BAL_AST_SAVER_DPSA_BAL_ratio', 'AST_YAVER_AUM_BAL_AST_YAVER_DPSA_BAL_ratio', 'AST_YAVER_AUM_BAL_AST_DCARD_SA_BAL_ratio', 'AST_YAVER_AUM_BAL_AST_TD_BAL_ratio', 'AST_YAVER_AUM_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_YAVER_AUM_BAL_AST_DP_BAL_MAX_ratio', 'AST_FA_BAL_MAX_AST_AUM_BAL_MAX_ratio', 'AST_FA_BAL_MAX_AST_DP_BAL_ratio', 'AST_FA_BAL_MAX_AST_MAVER_DP_BAL_ratio', 'AST_FA_BAL_MAX_AST_SAVER_DP_BAL_ratio', 'AST_FA_BAL_MAX_AST_YAVER_DP_BAL_ratio', 'AST_FA_BAL_MAX_AST_DPSA_BAL_ratio', 'AST_FA_BAL_MAX_AST_MAVER_DPSA_BAL_ratio', 'AST_FA_BAL_MAX_AST_SAVER_DPSA_BAL_ratio', 'AST_FA_BAL_MAX_AST_YAVER_DPSA_BAL_ratio', 'AST_FA_BAL_MAX_AST_DCARD_SA_BAL_ratio', 'AST_FA_BAL_MAX_AST_TD_BAL_ratio', 'AST_FA_BAL_MAX_AST_PSRE_TAINO_BAL_ratio', 'AST_FA_BAL_MAX_AST_DP_BAL_MAX_ratio', 'AST_AUM_BAL_MAX_AST_DP_BAL_ratio', 'AST_AUM_BAL_MAX_AST_MAVER_DP_BAL_ratio', 'AST_AUM_BAL_MAX_AST_SAVER_DP_BAL_ratio', 'AST_AUM_BAL_MAX_AST_YAVER_DP_BAL_ratio', 'AST_AUM_BAL_MAX_AST_DPSA_BAL_ratio', 'AST_AUM_BAL_MAX_AST_MAVER_DPSA_BAL_ratio', 'AST_AUM_BAL_MAX_AST_SAVER_DPSA_BAL_ratio', 'AST_AUM_BAL_MAX_AST_YAVER_DPSA_BAL_ratio', 'AST_AUM_BAL_MAX_AST_DCARD_SA_BAL_ratio', 'AST_AUM_BAL_MAX_AST_TD_BAL_ratio', 'AST_AUM_BAL_MAX_AST_PSRE_TAINO_BAL_ratio', 'AST_AUM_BAL_MAX_AST_DP_BAL_MAX_ratio', 'AST_DP_BAL_AST_SAVER_DP_BAL_ratio', 'AST_DP_BAL_AST_YAVER_DP_BAL_ratio', 'AST_DP_BAL_AST_DPSA_BAL_ratio', 'AST_DP_BAL_AST_MAVER_DPSA_BAL_ratio', 'AST_DP_BAL_AST_SAVER_DPSA_BAL_ratio', 'AST_DP_BAL_AST_YAVER_DPSA_BAL_ratio', 'AST_DP_BAL_AST_DCARD_SA_BAL_ratio', 'AST_DP_BAL_AST_TD_BAL_ratio', 'AST_DP_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_DP_BAL_AST_DP_BAL_MAX_ratio', 'AST_MAVER_DP_BAL_AST_SAVER_DP_BAL_ratio', 'AST_MAVER_DP_BAL_AST_YAVER_DP_BAL_ratio', 'AST_MAVER_DP_BAL_AST_DPSA_BAL_ratio', 'AST_MAVER_DP_BAL_AST_MAVER_DPSA_BAL_ratio', 'AST_MAVER_DP_BAL_AST_SAVER_DPSA_BAL_ratio', 'AST_MAVER_DP_BAL_AST_YAVER_DPSA_BAL_ratio', 'AST_MAVER_DP_BAL_AST_DCARD_SA_BAL_ratio', 'AST_MAVER_DP_BAL_AST_TD_BAL_ratio', 'AST_MAVER_DP_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_SAVER_DP_BAL_AST_DPSA_BAL_ratio', 'AST_SAVER_DP_BAL_AST_MAVER_DPSA_BAL_ratio', 'AST_SAVER_DP_BAL_AST_SAVER_DPSA_BAL_ratio', 'AST_SAVER_DP_BAL_AST_YAVER_DPSA_BAL_ratio', 'AST_SAVER_DP_BAL_AST_DCARD_SA_BAL_ratio', 'AST_SAVER_DP_BAL_AST_TD_BAL_ratio', 'AST_SAVER_DP_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_YAVER_DP_BAL_AST_YAVER_DP_BAL_diff', 'AST_YAVER_DP_BAL_AST_DPSA_BAL_ratio', 'AST_YAVER_DP_BAL_AST_MAVER_DPSA_BAL_ratio', 'AST_YAVER_DP_BAL_AST_SAVER_DPSA_BAL_ratio', 'AST_YAVER_DP_BAL_AST_YAVER_DPSA_BAL_ratio', 'AST_YAVER_DP_BAL_AST_DCARD_SA_BAL_ratio', 'AST_YAVER_DP_BAL_AST_TD_BAL_ratio', 'AST_YAVER_DP_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_DPSA_BAL_AST_MAVER_DPSA_BAL_ratio', 'AST_DPSA_BAL_AST_SAVER_DPSA_BAL_ratio', 'AST_DPSA_BAL_AST_YAVER_DPSA_BAL_ratio', 'AST_DPSA_BAL_AST_TD_BAL_ratio', 'AST_DPSA_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_MAVER_DPSA_BAL_AST_SAVER_DPSA_BAL_ratio', 'AST_MAVER_DPSA_BAL_AST_YAVER_DPSA_BAL_ratio', 'AST_MAVER_DPSA_BAL_AST_TD_BAL_ratio', 'AST_MAVER_DPSA_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_MAVER_DPSA_BAL_AST_DP_BAL_MAX_ratio', 'AST_SAVER_DPSA_BAL_AST_DCARD_SA_BAL_ratio', 'AST_SAVER_DPSA_BAL_AST_TD_BAL_ratio', 'AST_SAVER_DPSA_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_SAVER_DPSA_BAL_AST_DP_BAL_MAX_ratio', 'AST_YAVER_DPSA_BAL_AST_TD_BAL_ratio', 'AST_YAVER_DPSA_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_YAVER_DPSA_BAL_AST_DP_BAL_MAX_ratio', 'AST_DCARD_SA_BAL_AST_DCARD_SA_BAL_diff', 'AST_DCARD_SA_BAL_AST_TD_BAL_ratio', 'AST_DCARD_SA_BAL_AST_PSRE_TAINO_BAL_ratio', 'AST_DCARD_SA_BAL_AST_DP_BAL_MAX_ratio', 'AST_TD_BAL_AST_TD_BAL_diff', 'AST_TD_BAL_AST_DP_BAL_MAX_ratio', 'AST_PSRE_TAINO_BAL_AST_PSRE_TAINO_BAL_diff', 'AST_PSRE_TAINO_BAL_AST_DP_BAL_MAX_ratio', 'CASH_SEAN_TR_CNT', 'CASH_HYEAR_TR_CNT', 'CASH_YEAR_TR_CNT', 'IBTF_MOTH_TR_AMT_IN', 'IBTF_YEAR_TR_AMT_IN', 'IBTF_MOTH_TR_CNT_IN', 'TPAY_SEAN_TR_AMT', 'TPAY_SEAN_TR_CNT', 'aps_CUST_NO_apsdtramt_5_count', 'aps_CUST_NO_apsdtramt_7_sum', 'aps_CUST_NO_apsdtramt_7_count', 'aps_CUST_NO_apsdtramt_15_count', 'aps_CUST_NO_apsdtramt_60_sum', 'aps_CUST_NO_apsdtramt_60_count']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-14-60e645c8a0cf>:11: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  upper = corr_matrix.where(np.triu(np.ones(corr_matrix.shape),k=1).astype(np.bool))\n",
      "/home/woody/anaconda3/lib/python3.8/site-packages/pandas/core/frame.py:3990: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  return super().drop(\n"
     ]
    }
   ],
   "source": [
    "#特征筛选\n",
    "def remove_correlated_variables(df,threshold=0.9):\n",
    "    '''\n",
    "    参数：\n",
    "        df：训练集\n",
    "        threshold : 阈值\n",
    "   返回：\n",
    "       to_drop: 可以删除的特征\n",
    "    '''\n",
    "    corr_matrix = df.corr().abs()\n",
    "    upper = corr_matrix.where(np.triu(np.ones(corr_matrix.shape),k=1).astype(np.bool))\n",
    "    to_drop = [column for column in upper.columns if any(upper[column]>threshold)]\n",
    "    return to_drop\n",
    "\n",
    "print('train shape',X_train.shape)    \n",
    "drop_cols = remove_correlated_variables(X_train, 0.9)\n",
    "print('drop_cols:',drop_cols)\n",
    "X_train.drop(drop_cols,axis=1,inplace=True)\n",
    "X_test.drop(drop_cols,axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((50162, 137), (5232, 137))"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape, X_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#保存特征\n",
    "df_train_new = df_train.drop(drop_cols,axis=1)\n",
    "df_test_new = df_test.drop(drop_cols,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((50162, 139), (5232, 138))"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_new.shape, df_test_new.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train_new.to_csv('train_drop_fea.csv',index=False)\n",
    "df_test_new.to_csv('test_drop_fea.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fold 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/woody/anaconda3/lib/python3.8/site-packages/lightgbm/engine.py:181: UserWarning: 'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. Pass 'early_stopping()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'early_stopping_rounds' argument is deprecated and will be removed in a future release of LightGBM. \"\n",
      "/home/woody/anaconda3/lib/python3.8/site-packages/lightgbm/engine.py:239: UserWarning: 'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. Pass 'log_evaluation()' callback via 'callbacks' argument instead.\n",
      "  _log_warning(\"'verbose_eval' argument is deprecated and will be removed in a future release of LightGBM. \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training until validation scores don't improve for 500 rounds\n",
      "Early stopping, best iteration is:\n",
      "[56]\ttraining's auc: 0.939105\tvalid_1's auc: 0.890119\n",
      "Fold 1\n",
      "Training until validation scores don't improve for 500 rounds\n",
      "Early stopping, best iteration is:\n",
      "[214]\ttraining's auc: 0.988206\tvalid_1's auc: 0.896795\n",
      "Fold 2\n",
      "Training until validation scores don't improve for 500 rounds\n",
      "Early stopping, best iteration is:\n",
      "[104]\ttraining's auc: 0.960658\tvalid_1's auc: 0.900091\n",
      "Fold 3\n",
      "Training until validation scores don't improve for 500 rounds\n",
      "Early stopping, best iteration is:\n",
      "[124]\ttraining's auc: 0.970086\tvalid_1's auc: 0.891071\n",
      "Fold 4\n",
      "Training until validation scores don't improve for 500 rounds\n",
      "Early stopping, best iteration is:\n",
      "[126]\ttraining's auc: 0.971607\tvalid_1's auc: 0.887558\n"
     ]
    }
   ],
   "source": [
    "oof = np.zeros(X_train.shape[0])\n",
    "predictions = np.zeros(X_test.shape[0])\n",
    "feature_importance_df = pd.DataFrame()\n",
    "seeds =2019\n",
    "\n",
    "folds = StratifiedKFold(n_splits=5, random_state=2019, shuffle=True)\n",
    "\n",
    "expect_vals = np.zeros(2)\n",
    "shap_vals = np.zeros((2,X_train.shape[0]))\n",
    "\n",
    "for fold_, (trn_idx, val_idx) in enumerate(folds.split(X_train.values, y.values)):\n",
    "    print(\"Fold {}\".format(fold_))\n",
    "    trn_data = lgb.Dataset(X_train.iloc[trn_idx], label=y.iloc[trn_idx]) #,categorical_feature=cat_fea)\n",
    "    val_data = lgb.Dataset(X_train.iloc[val_idx], label=y.iloc[val_idx])\n",
    "    num_round = 15000\n",
    "    clf = lgb.train(params, trn_data, num_round, valid_sets = [trn_data, val_data], verbose_eval=1000, early_stopping_rounds = 500)\n",
    "    oof[val_idx] = clf.predict(X_train.iloc[val_idx], num_iteration=clf.best_iteration)\n",
    "    \n",
    "#     explainer = shap.TreeExplainer(clf)\n",
    "#     shap_vals += explainer.shap_values(X_train) / folds.n_splits\n",
    "#     expect_vals += explainer.expected_value / 0.49200365178\n",
    "    \n",
    "    fold_importance_df = pd.DataFrame()\n",
    "    fold_importance_df[\"feature\"] = clf.feature_name()\n",
    "    fold_importance_df[\"importance\"] = clf.feature_importance(importance_type='gain')\n",
    "    fold_importance_df[\"fold\"] = fold_ + 1\n",
    "    feature_importance_df = pd.concat([feature_importance_df, fold_importance_df], axis=0)   \n",
    "    predictions += clf.predict(X_test, num_iteration=clf.best_iteration) / folds.n_splits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8906780737392272\n"
     ]
    }
   ],
   "source": [
    "auc = roc_auc_score(y,oof)\n",
    "print(auc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import f1_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "thresholds = np.arange(0,1,0.01)\n",
    "f1_scores = []\n",
    "for x in thresholds:\n",
    "    pred_label = np.where(oof>x,1,0)\n",
    "    score = f1_score(y,pred_label)\n",
    "    f1_scores.append(score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "best_score = np.max(f1_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6147417454445815\n"
     ]
    }
   ],
   "source": [
    "print(np.max(f1_scores))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([3646.,  547.,  253.,  155.,  104.,   95.,   94.,   94.,  151.,\n",
       "          93.]),\n",
       " array([0.0146936 , 0.10335673, 0.19201986, 0.28068299, 0.36934612,\n",
       "        0.45800925, 0.54667237, 0.6353355 , 0.72399863, 0.81266176,\n",
       "        0.90132489]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "best_threshold = thresholds[np.argmax(f1_scores)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.28\n"
     ]
    }
   ],
   "source": [
    "print(best_threshold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = np.where(predictions>best_threshold,1,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = pd.DataFrame({'CUST_NO':df_test.CUST_NO,'Flag':pred})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    4443\n",
       "1     789\n",
       "Name: Flag, dtype: int64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.Flag.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "result.to_csv('A榜结果.csv',header=False,index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_feture_importance(df_feature_importance):\n",
    "    columns = (df_feature_importance[['feature','importance']].groupby('feature').mean().sort_values(by='importance',ascending=False)[:100].index)\n",
    "    best_features = df_feature_importance.loc[df_feature_importance.feature.isin(columns)]\n",
    "    plt.figure(figsize=(10,20))\n",
    "    sns.barplot(x='importance',y='feature',data=best_features.sort_values(by='importance',ascending=False))\n",
    "    plt.title('Feature Importance')\n",
    "    plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_feture_importance(feature_importance_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1_数据读取_A榜\t      fea\t\t train.csv\n",
      "2_模型训练_A榜.ipynb  test.csv\t\t train_drop_fea.csv\n",
      "A榜结果.csv\t      test_drop_fea.csv  说明文档_A榜.pdf\n"
     ]
    }
   ],
   "source": [
    "!ls "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Database connected, autolimit set to 500.\n",
      "Matplotlib env init complete.\n",
      "Warnings off.\n"
     ]
    }
   ],
   "source": [
    "init_woody"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "%predict 3 A榜结果.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %query_predict 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
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